Concepedia

Fair Classification

Fair Classification is a methodological framework in machine learning that integrates fairness constraints or criteria into the classification process to mitigate discriminatory outcomes against sensitive attributes while maintaining predictive utility.

229

Publications

20.2K

Citations

667

Authors

238

Institutions

Publications per year

2017–2026

206

Parents

Publications

229

Fairness through awareness

Cynthia Dwork, Moritz Hardt, Toniann Pitassi et al. · 2012 · 3.4K citations

, , +14

Fairness definitions explained

Sahil Verma, Julia Rubin · 2018 · 1.1K citations

, , +8

Learning Fair Representations

Rich Zemel, Yu Wu, Kevin Swersky et al. · 2013 · 1K citations

, , +16

Fairness Beyond Disparate Treatment & Disparate Impact

Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez et al. · 2017 · 616 citations · Full text

, , +16

Inherent Trade-Offs in the Fair Determination of Risk Scores

Jon Kleinberg, Sendhil Mullainathan, Manish Raghavan · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2017 · 605 citations · Full text

, , +16

1–5 of 229

Authors

667

  1. KP
    Krishna P. Gummadi

    Max Planck Institute for Software Systems, Germany

    10 publications · 2.1K citations

    10

    h-index

  2. IV
    Isabel Valera

    Max Planck Institute for Software Systems, Germany

    9 publications · 2.1K citations

    9

    h-index

  3. XW
    Xintao Wu

    University of Arkansas at Fayetteville, United States

    8 publications · 603 citations

    8

    h-index

  4. JK
    Jon Kleinberg

    Cornell University, United States

    7 publications · 1.5K citations

    7

    h-index

  5. CD
    Cynthia Dwork

    IBM Research - Almaden, United States

    7 publications · 4.5K citations

    7

    h-index

1–5 of 667

Institutions

238

  1. Cornell University

    Ithaca, United States

    12 h-index

    34 publications

    2.8K citations

  2. Max Planck Institute for Software Systems

    Saarbrücken, Germany

    10 h-index

    35 publications

    8K citations

  3. Google (United States)

    Mountain View, United States

    10 h-index

    37 publications

    3.5K citations

  4. University of Toronto

    Toronto, Canada

    9 h-index

    28 publications

    12.4K citations

  5. University of Pennsylvania

    Philadelphia, United States

    8 h-index

    17 publications

    2K citations

  6. Max Planck Society

    Munich, Germany

    7 h-index

    27 publications

    3.4K citations

  7. Harvard University Press

    Cambridge, United States

    6 h-index

    8 publications

    882 citations

  8. Microsoft (United States)

    Redmond, United States

    6 h-index

    10 publications

    8.2K citations

1–8 of 238

Venues

  1. arXiv (Cornell University)

    Repository · 68 publications · 4.6K citations

    27

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 14 publications · 517 citations

    13

    h-index

  3. DROPS (Schloss Dagstuhl – Leibniz Center for Informatics)

    Repository · 5 publications · 781 citations

    5

    h-index

  4. MPG.PuRe (Max Planck Society)

    Repository · 4 publications · 427 citations

    4

    h-index

  5. 2022 ACM Conference on Fairness, Accountability, and Transparency

    Conference · 3 publications · 94 citations

    3

    h-index

1–5